AutoML is one of the hot topics at the forefront of AI research in academia as well as R&D work in industry. Nearly all of the public cloud vendors promote some form of AutoML service. Tech unicorn companies such as Uber have also been developing AutoML services for their data platforms, which are migrating into open source. Meanwhile a flurry of tech startups promise to democratize machine learning for enterprise customers. But what does AutoML mean?